Proving T is Linear in Mnn: A + A^T

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Homework Help Overview

The discussion revolves around proving the linearity of the transformation T defined on the space of n x n matrices, where T(A) = A + A^T. Participants are exploring the properties of this transformation in the context of linear algebra.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants are attempting to manipulate the definitions of T to show linearity, specifically by verifying the conditions T(A+B) = T(A) + T(B) and T(cA) = cT(A). Questions arise regarding the handling of the transpose operation and its implications for the proof.

Discussion Status

There is an ongoing exploration of the properties of the transpose and how they apply to the transformation T. Some participants have provided insights into the necessary steps to demonstrate linearity, while others express confusion about the manipulation of the equations involved.

Contextual Notes

Participants are working under the constraints of proving linearity without providing complete solutions, and there is a focus on understanding the implications of the transpose in the context of matrix addition and scalar multiplication.

chantella28
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Another question that I'm a little bit stumped on...

Define T: Mnn -> Mnn by T(A) = A + A^T. Prove that T is linear

i know that with T(A) = A^T you can prove it by the equations (if A and B are arbitrary matrices in Mnn and c is a scalar):
T(A+B) = (A+B)^T = (A)^T + (B)^T = T(A) + T(B)
T(cA) = (cA)^T = cT(A)

but i don't know how to manipulate these equations for the A + A^T problem...
 
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do you mean T(A)=A+A^T(A) ? (there's a redundant symbol describing not the same things) or T(A)=A+transpose(A)...the first is almost surely not linear, the second should be accepted to be proven like : T(A+B)=A+B+trn(A+B)=A+B+trn(A)+trn(B)=A+trn(A)+B+trn(B)=T(A)+T(B) with your definition...the same for scalar multiplication
 
sorry, i think it means the transpose... cos in the question its A to the power of capital T...
 
You have to show that T(A+B)=T(A)+T(B) and T(cA)=cT(A)
Since T(A)=A+A^T, what do you get if you let T act on A+B?
 
i don't understand what happens to the transpose though
 
Are there any rules or identities with the transpose you are familiar with?
 
Use the fact (that you already know from your original post) that A^T is linear to prove that A + A^T is linear.
 
the transpose rules i know of are (A+B)transpose = Atranspose + Btranspose; (cA)transpose = cAtranspose; (AB)transpose = BtransposeAtranspose; and (Atranspose)transpose = A

but i still don't understand how to go about manipulating the addition and scalar multiplication formulas to prove that T(A)=A+Atranspose is linear
 
You know what T does to an arbitrary matrix Q right? T(Q)=Q+Q^T.
So what you have to show is that for any two matrices A,B we have T(A+B)=T(A)+T(B)

So let Q=A+B. Then T(A+B)=(A+B)+(A+B)^T.
We also have T(cA)=(cA)+(cA)^T.

So are these equal to T(A)+T(B) and cT(A) respectively?
 

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